Pnadas profile

Dataset statistics

Number of variables	27
Number of observations	19735
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.1 MiB
Average record size in memory	216.0 B

Variable types

DateTime	1
Numeric	26

Alerts

`T1` is highly correlated with `T2` and 10 other fields	High correlation
`RH_1` is highly correlated with `RH_2` and 6 other fields	High correlation
`T2` is highly correlated with `T1` and 10 other fields	High correlation
`RH_2` is highly correlated with `RH_1` and 6 other fields	High correlation
`T3` is highly correlated with `T1` and 10 other fields	High correlation
`RH_3` is highly correlated with `RH_1` and 7 other fields	High correlation
`T4` is highly correlated with `T1` and 9 other fields	High correlation
`RH_4` is highly correlated with `RH_1` and 7 other fields	High correlation
`T5` is highly correlated with `T1` and 10 other fields	High correlation
`RH_5` is highly correlated with `RH_3` and 3 other fields	High correlation
`T6` is highly correlated with `T1` and 9 other fields	High correlation
`RH_6` is highly correlated with `T1` and 12 other fields	High correlation
`T7` is highly correlated with `T1` and 9 other fields	High correlation
`RH_7` is highly correlated with `RH_1` and 7 other fields	High correlation
`T8` is highly correlated with `T1` and 8 other fields	High correlation
`RH_8` is highly correlated with `RH_1` and 7 other fields	High correlation
`T9` is highly correlated with `T1` and 10 other fields	High correlation
`RH_9` is highly correlated with `RH_1` and 6 other fields	High correlation
`T_out` is highly correlated with `T1` and 10 other fields	High correlation
`RH_out` is highly correlated with `RH_6`	High correlation
`Tdewpoint` is highly correlated with `T1` and 11 other fields	High correlation
`T1` is highly correlated with `T2` and 10 other fields	High correlation
`RH_1` is highly correlated with `RH_2` and 6 other fields	High correlation
`T2` is highly correlated with `T1` and 11 other fields	High correlation
`RH_2` is highly correlated with `RH_1` and 6 other fields	High correlation
`T3` is highly correlated with `T1` and 10 other fields	High correlation
`RH_3` is highly correlated with `RH_1` and 6 other fields	High correlation
`T4` is highly correlated with `T1` and 10 other fields	High correlation
`RH_4` is highly correlated with `RH_1` and 6 other fields	High correlation
`T5` is highly correlated with `T1` and 10 other fields	High correlation
`T6` is highly correlated with `T1` and 10 other fields	High correlation
`RH_6` is highly correlated with `T1` and 11 other fields	High correlation
`T7` is highly correlated with `T1` and 9 other fields	High correlation
`RH_7` is highly correlated with `RH_1` and 6 other fields	High correlation
`T8` is highly correlated with `T1` and 8 other fields	High correlation
`RH_8` is highly correlated with `RH_1` and 6 other fields	High correlation
`T9` is highly correlated with `T1` and 10 other fields	High correlation
`RH_9` is highly correlated with `RH_1` and 6 other fields	High correlation
`T_out` is highly correlated with `T1` and 11 other fields	High correlation
`RH_out` is highly correlated with `T2` and 4 other fields	High correlation
`Tdewpoint` is highly correlated with `T1` and 12 other fields	High correlation
`T1` is highly correlated with `T2` and 6 other fields	High correlation
`RH_1` is highly correlated with `RH_2` and 5 other fields	High correlation
`T2` is highly correlated with `T1` and 4 other fields	High correlation
`RH_2` is highly correlated with `RH_1` and 3 other fields	High correlation
`T3` is highly correlated with `T1` and 6 other fields	High correlation
`RH_3` is highly correlated with `RH_1` and 5 other fields	High correlation
`T4` is highly correlated with `T1` and 7 other fields	High correlation
`RH_4` is highly correlated with `RH_1` and 5 other fields	High correlation
`T5` is highly correlated with `T1` and 5 other fields	High correlation
`T6` is highly correlated with `T2` and 2 other fields	High correlation
`RH_6` is highly correlated with `T4` and 2 other fields	High correlation
`T7` is highly correlated with `T1` and 6 other fields	High correlation
`RH_7` is highly correlated with `RH_1` and 5 other fields	High correlation
`T8` is highly correlated with `T1` and 5 other fields	High correlation
`RH_8` is highly correlated with `RH_1` and 4 other fields	High correlation
`T9` is highly correlated with `T1` and 6 other fields	High correlation
`RH_9` is highly correlated with `RH_1` and 4 other fields	High correlation
`T_out` is highly correlated with `T2` and 2 other fields	High correlation
`Tdewpoint` is highly correlated with `T6` and 1 other fields	High correlation
`T1` is highly correlated with `T2` and 11 other fields	High correlation
`RH_1` is highly correlated with `RH_2` and 14 other fields	High correlation
`T2` is highly correlated with `T1` and 12 other fields	High correlation
`RH_2` is highly correlated with `T1` and 18 other fields	High correlation
`T3` is highly correlated with `T1` and 15 other fields	High correlation
`RH_3` is highly correlated with `RH_1` and 11 other fields	High correlation
`T4` is highly correlated with `T1` and 11 other fields	High correlation
`RH_4` is highly correlated with `RH_1` and 13 other fields	High correlation
`T5` is highly correlated with `T1` and 13 other fields	High correlation
`RH_5` is highly correlated with `RH_1` and 7 other fields	High correlation
`T6` is highly correlated with `T1` and 13 other fields	High correlation
`RH_6` is highly correlated with `T1` and 16 other fields	High correlation
`T7` is highly correlated with `T1` and 19 other fields	High correlation
`RH_7` is highly correlated with `RH_1` and 12 other fields	High correlation
`T8` is highly correlated with `T1` and 16 other fields	High correlation
`RH_8` is highly correlated with `RH_1` and 10 other fields	High correlation
`T9` is highly correlated with `T1` and 17 other fields	High correlation
`RH_9` is highly correlated with `RH_1` and 11 other fields	High correlation
`T_out` is highly correlated with `T1` and 13 other fields	High correlation
`Press_mm_hg` is highly correlated with `T3` and 5 other fields	High correlation
`RH_out` is highly correlated with `RH_1` and 9 other fields	High correlation
`Visibility` is highly correlated with `RH_out`	High correlation
`Tdewpoint` is highly correlated with `T1` and 17 other fields	High correlation
`date` has unique values	Unique
`rv2` has unique values	Unique

Reproduction

Analysis started	2021-12-02 14:04:28.973525
Analysis finished	2021-12-02 14:05:23.881412
Duration	54.91 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

date
Date

UNIQUE

Distinct	19735
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	154.3 KiB

Minimum	2016-01-11 17:00:00
Maximum	2016-05-27 18:00:00

Histogram

Histogram with fixed size bins (bins=50)

T1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	722
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.68657139

Minimum	16.79
Maximum	26.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	16.79
5-th percentile	19.1
Q1	20.76
median	21.6
Q3	22.6
95-th percentile	24.72645455
Maximum	26.26
Range	9.47
Interquartile range (IQR)	1.84

Descriptive statistics

Standard deviation	1.606065645
Coefficient of variation (CV)	0.07405807106
Kurtosis	0.1616012727
Mean	21.68657139
Median Absolute Deviation (MAD)	0.9
Skewness	0.1209171174
Sum	427984.4863
Variance	2.579446855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	514	2.6%
21.39	484	2.5%
21.2	481	2.4%
21.5	458	2.3%
21.29	455	2.3%
20.89	435	2.2%
21.1	422	2.1%
22.2	411	2.1%
21.89	407	2.1%
22	401	2.0%
Other values (712)	15267	77.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.79	10	0.1%
16.82333333	2	< 0.1%
16.85666667	2	< 0.1%
16.89	19	0.1%
16.96333333	1	< 0.1%
17	15	0.1%
17.1	11	0.1%
17.13333333	1	< 0.1%
17.2	11	0.1%
17.23	1	< 0.1%

Value	Count	Frequency (%)
26.26	3	< 0.1%
26.2	7	< 0.1%
26.16666667	3	< 0.1%
26.1	15	0.1%
26.06666667	3	< 0.1%
26.03333333	3	< 0.1%
26	6	< 0.1%
25.96333333	1	< 0.1%
25.89	2	< 0.1%
25.82333333	1	< 0.1%

RH_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2547
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.25973928

Minimum	27.02333333
Maximum	63.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	27.02333333
5-th percentile	34.7
Q1	37.33333333
median	39.65666667
Q3	43.06666667
95-th percentile	47.32666667
Maximum	63.36
Range	36.33666667
Interquartile range (IQR)	5.733333333

Descriptive statistics

Standard deviation	3.97929883
Coefficient of variation (CV)	0.09884065077
Kurtosis	0.1126286975
Mean	40.25973928
Median Absolute Deviation (MAD)	2.703333333
Skewness	0.4657737564
Sum	794525.9547
Variance	15.83481918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.09	152	0.8%
39.4	144	0.7%
37.7	141	0.7%
37.2	140	0.7%
38.29	139	0.7%
38.79	138	0.7%
36.9	129	0.7%
39	122	0.6%
39.59	115	0.6%
37.09	115	0.6%
Other values (2537)	18400	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27.02333333	1	< 0.1%
27.23333333	1	< 0.1%
27.36	1	< 0.1%
27.43	1	< 0.1%
27.545	1	< 0.1%
27.73333333	1	< 0.1%
27.86	2	< 0.1%
27.92666667	1	< 0.1%
27.96	1	< 0.1%
28.13333333	1	< 0.1%

Value	Count	Frequency (%)
63.36	1	< 0.1%
59.63333333	1	< 0.1%
57.66333333	1	< 0.1%
57.49666667	1	< 0.1%
57.42333333	1	< 0.1%
57.395	1	< 0.1%
56.55666667	1	< 0.1%
56.39333333	1	< 0.1%
56.09	1	< 0.1%
56.06666667	1	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1650
Distinct (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.34121946

Minimum	16.1
Maximum	29.85666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	16.1
5-th percentile	17.32333333
Q1	18.79
median	20
Q3	21.5
95-th percentile	24.55766667
Maximum	29.85666667
Range	13.75666667
Interquartile range (IQR)	2.71

Descriptive statistics

Standard deviation	2.192973534
Coefficient of variation (CV)	0.1078093443
Kurtosis	0.9333969277
Mean	20.34121946
Median Absolute Deviation (MAD)	1.3
Skewness	0.8896578499
Sum	401433.9661
Variance	4.809132919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.2	331	1.7%
19.6	325	1.6%
19.5	318	1.6%
19.7	313	1.6%
19.29	301	1.5%
20.29	281	1.4%
19.1	280	1.4%
19.39	274	1.4%
19	264	1.3%
20.5	263	1.3%
Other values (1640)	16785	85.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.1	17	0.1%
16.13333333	2	< 0.1%
16.2	51	0.3%
16.23	3	< 0.1%
16.26	3	< 0.1%
16.29	24	0.1%
16.32333333	4	< 0.1%
16.35666667	2	< 0.1%
16.365	1	< 0.1%
16.39	26	0.1%

Value	Count	Frequency (%)
29.85666667	2	< 0.1%
29.79	1	< 0.1%
29.66666667	1	< 0.1%
29.66333333	1	< 0.1%
29.53333333	1	< 0.1%
29.5	1	< 0.1%
29.46333333	1	< 0.1%
29.39	1	< 0.1%
29.36	1	< 0.1%
29.26	2	< 0.1%

RH_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3376
Distinct (%)	17.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.42042041

Minimum	20.46333333
Maximum	56.02666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	20.46333333
5-th percentile	33.43233333
Q1	37.9
median	40.5
Q3	43.26
95-th percentile	46.66433333
Maximum	56.02666667
Range	35.56333333
Interquartile range (IQR)	5.36

Descriptive statistics

Standard deviation	4.06981254
Coefficient of variation (CV)	0.1006870413
Kurtosis	0.6709593742
Mean	40.42042041
Median Absolute Deviation (MAD)	2.7
Skewness	-0.2682471734
Sum	797696.9969
Variance	16.56337411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	135	0.7%
41.5	124	0.6%
43.7	110	0.6%
41.29	109	0.6%
43.9	108	0.5%
39.79	103	0.5%
41.2	103	0.5%
41.4	101	0.5%
40.5	100	0.5%
41.59	100	0.5%
Other values (3366)	18642	94.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20.46333333	1	< 0.1%
20.59666667	1	< 0.1%
20.83333333	1	< 0.1%
20.89333333	1	< 0.1%
21.04	1	< 0.1%
21.23	1	< 0.1%
21.43	1	< 0.1%
21.56666667	1	< 0.1%
21.76	1	< 0.1%
22.23	1	< 0.1%

Value	Count	Frequency (%)
56.02666667	1	< 0.1%
54.76666667	1	< 0.1%
54.65666667	1	< 0.1%
54.09	2	< 0.1%
53.98498498	1	< 0.1%
53.87996997	1	< 0.1%
53.83333333	1	< 0.1%
53.77495495	1	< 0.1%
53.66993994	1	< 0.1%
53.62666667	1	< 0.1%

T3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1426
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.26761098

Minimum	17.2
Maximum	29.236
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	17.2
5-th percentile	19.5
Q1	20.79
median	22.1
Q3	23.29
95-th percentile	26.2
Maximum	29.236
Range	12.036
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	2.006110536
Coefficient of variation (CV)	0.09009096384
Kurtosis	-0.007055252547
Mean	22.26761098
Median Absolute Deviation (MAD)	1.29
Skewness	0.4507773351
Sum	439451.3028
Variance	4.024479483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.39	433	2.2%
22.1	372	1.9%
21.79	369	1.9%
22.6	338	1.7%
20.2	329	1.7%
22	328	1.7%
23.1	325	1.6%
22.5	325	1.6%
20.5	319	1.6%
21	313	1.6%
Other values (1416)	16284	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17.2	3	< 0.1%
17.23	1	< 0.1%
17.26	1	< 0.1%
17.29	19	0.1%
17.315	1	< 0.1%
17.32333333	2	< 0.1%
17.35666667	3	< 0.1%
17.39	17	0.1%
17.445	1	< 0.1%
17.46333333	1	< 0.1%

Value	Count	Frequency (%)
29.236	1	< 0.1%
29.2	1	< 0.1%
29.19857143	1	< 0.1%
29.16	1	< 0.1%
29.1	1	< 0.1%
29.07142857	1	< 0.1%
29.06666667	1	< 0.1%
29.06	1	< 0.1%
28.99714286	1	< 0.1%
28.956	1	< 0.1%

RH_3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2618
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.24250008

Minimum	28.76666667
Maximum	50.16333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	28.76666667
5-th percentile	34.76
Q1	36.9
median	38.53
Q3	41.76
95-th percentile	45.09
Maximum	50.16333333
Range	21.39666667
Interquartile range (IQR)	4.86

Descriptive statistics

Standard deviation	3.254576493
Coefficient of variation (CV)	0.0829349936
Kurtosis	-0.5831259435
Mean	39.24250008
Median Absolute Deviation (MAD)	2.06
Skewness	0.46758908
Sum	774450.739
Variance	10.59226815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.59	243	1.2%
37.5	205	1.0%
38.29	199	1.0%
37.2	197	1.0%
37.9	188	1.0%
37.29	185	0.9%
38.4	182	0.9%
37.7	165	0.8%
38.2	160	0.8%
36.9	158	0.8%
Other values (2608)	17853	90.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28.76666667	1	< 0.1%
28.86	1	< 0.1%
29	1	< 0.1%
29.29333333	1	< 0.1%
29.49333333	1	< 0.1%
29.59333333	1	< 0.1%
29.8	1	< 0.1%
29.89666667	1	< 0.1%
29.96666667	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
50.16333333	1	< 0.1%
50.09	1	< 0.1%
49.93	1	< 0.1%
49.8	1	< 0.1%
49.65666667	1	< 0.1%
49.56	1	< 0.1%
49.39333333	1	< 0.1%
49.36333333	1	< 0.1%
49.22666667	1	< 0.1%
49.03	1	< 0.1%

T4
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1390
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.85533472

Minimum	15.1
Maximum	26.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	15.1
5-th percentile	17.79
Q1	19.53
median	20.66666667
Q3	22.1
95-th percentile	24.5
Maximum	26.2
Range	11.1
Interquartile range (IQR)	2.57

Descriptive statistics

Standard deviation	2.042884477
Coefficient of variation (CV)	0.09795500788
Kurtosis	-0.03763321169
Mean	20.85533472
Median Absolute Deviation (MAD)	1.276666667
Skewness	0.1703840572
Sum	411580.0307
Variance	4.173376986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.39	348	1.8%
20.29	345	1.7%
20.6	337	1.7%
20.1	335	1.7%
19.79	333	1.7%
19.7	331	1.7%
20.5	315	1.6%
19.89	315	1.6%
19.6	313	1.6%
20	309	1.6%
Other values (1380)	16454	83.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.1	14	0.1%
15.13	2	< 0.1%
15.16	3	< 0.1%
15.19	40	0.2%
15.22666667	2	< 0.1%
15.26333333	2	< 0.1%
15.3	23	0.1%
15.36	1	< 0.1%
15.39	16	0.1%
15.42666667	1	< 0.1%

Value	Count	Frequency (%)
26.2	2	< 0.1%
26.18	1	< 0.1%
26.14285714	1	< 0.1%
26.14	1	< 0.1%
26.12857143	1	< 0.1%
26.1	20	0.1%
26.075	1	< 0.1%
26.05714286	1	< 0.1%
26.04285714	2	< 0.1%
26.04	1	< 0.1%

RH_4
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2987
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.02690379

Minimum	27.66
Maximum	51.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	27.66
5-th percentile	33
Q1	35.53
median	38.4
Q3	42.15666667
95-th percentile	46.79
Maximum	51.09
Range	23.43
Interquartile range (IQR)	6.626666667

Descriptive statistics

Standard deviation	4.341320653
Coefficient of variation (CV)	0.1112391769
Kurtosis	-0.613966767
Mean	39.02690379
Median Absolute Deviation (MAD)	3.17
Skewness	0.4446143392
Sum	770195.9463
Variance	18.84706501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.59	169	0.9%
38.2	166	0.8%
34.79	146	0.7%
38.09	145	0.7%
38.29	140	0.7%
35.2	133	0.7%
36.5	129	0.7%
35.29	124	0.6%
38.5	123	0.6%
35	122	0.6%
Other values (2977)	18338	92.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27.66	1	< 0.1%
28.13571429	1	< 0.1%
28.42428571	1	< 0.1%
28.716	1	< 0.1%
28.778	1	< 0.1%
28.79	2	< 0.1%
28.85666667	1	< 0.1%
28.89333333	1	< 0.1%
28.92666667	1	< 0.1%
28.99714286	1	< 0.1%

Value	Count	Frequency (%)
51.09	1	< 0.1%
51.06333333	1	< 0.1%
51	1	< 0.1%
50.96333333	1	< 0.1%
50.93	1	< 0.1%
50.9	1	< 0.1%
50.86	1	< 0.1%
50.76	2	< 0.1%
50.745	1	< 0.1%
50.7	1	< 0.1%

T5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2263
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.59210633

Minimum	15.33
Maximum	25.795
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	15.33
5-th percentile	17.1
Q1	18.2775
median	19.39
Q3	20.61964286
95-th percentile	23.39
Maximum	25.795
Range	10.465
Interquartile range (IQR)	2.342142857

Descriptive statistics

Standard deviation	1.844623274
Coefficient of variation (CV)	0.09415135068
Kurtosis	0.1127236661
Mean	19.59210633
Median Absolute Deviation (MAD)	1.19
Skewness	0.5582196988
Sum	386650.2184
Variance	3.402635021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.6	385	2.0%
18.7	373	1.9%
19.29	370	1.9%
20	361	1.8%
18.5	357	1.8%
19.89	349	1.8%
20.1	335	1.7%
18	332	1.7%
17.5	323	1.6%
20.79	313	1.6%
Other values (2253)	16237	82.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.33	1	< 0.1%
15.335	2	< 0.1%
15.34	1	< 0.1%
15.345	5	< 0.1%
15.35	1	< 0.1%
15.355	1	< 0.1%
15.36	6	< 0.1%
15.365	2	< 0.1%
15.37	6	< 0.1%
15.375	2	< 0.1%

Value	Count	Frequency (%)
25.795	1	< 0.1%
25.745	1	< 0.1%
25.7	1	< 0.1%
25.63333333	1	< 0.1%
25.46666667	1	< 0.1%
25.39	1	< 0.1%
25.35666667	2	< 0.1%
25.336	1	< 0.1%
25.32333333	1	< 0.1%
25.29	7	< 0.1%

RH_5
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	7571
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.94928263

Minimum	29.815
Maximum	96.32166667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	29.815
5-th percentile	40.79
Q1	45.4
median	49.09
Q3	53.66333333
95-th percentile	70.39
Maximum	96.32166667
Range	66.50666667
Interquartile range (IQR)	8.263333333

Descriptive statistics

Standard deviation	9.022034307
Coefficient of variation (CV)	0.1770787309
Kurtosis	4.503390552
Mean	50.94928263
Median Absolute Deviation (MAD)	4
Skewness	1.86682002
Sum	1005484.093
Variance	81.39710303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	89	0.5%
45	81	0.4%
46.7	78	0.4%
47.5	76	0.4%
45.9	75	0.4%
51	74	0.4%
43.4	73	0.4%
48.29	71	0.4%
45.59	70	0.4%
46	70	0.4%
Other values (7561)	18978	96.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29.815	1	< 0.1%
29.85666667	1	< 0.1%
30.03	1	< 0.1%
30.03333333	1	< 0.1%
30.16666667	1	< 0.1%
30.29333333	2	< 0.1%
30.53333333	1	< 0.1%
30.6	1	< 0.1%
30.89	1	< 0.1%
30.95666667	1	< 0.1%

Value	Count	Frequency (%)
96.32166667	1	< 0.1%
95.95388889	1	< 0.1%
95.80222222	1	< 0.1%
95.60888889	1	< 0.1%
95.38833333	1	< 0.1%
94.98611111	1	< 0.1%
94.91388889	1	< 0.1%
94.91333333	1	< 0.1%
94.83611111	1	< 0.1%
94.45444444	1	< 0.1%

T6
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4446
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.910939332

Minimum	-6.065
Maximum	28.29
Zeros	26
Zeros (%)	0.1%
Negative	1360
Negative (%)	6.9%
Memory size	154.3 KiB

Quantile statistics

Minimum	-6.065
5-th percentile	-0.6666666667
Q1	3.626666667
median	7.3
Q3	11.256
95-th percentile	19.5512
Maximum	28.29
Range	34.355
Interquartile range (IQR)	7.629333333

Descriptive statistics

Standard deviation	6.09034661
Coefficient of variation (CV)	0.7698639004
Kurtosis	0.425548833
Mean	7.910939332
Median Absolute Deviation (MAD)	3.79
Skewness	0.5974713396
Sum	156122.3877
Variance	37.09232183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.4	86	0.4%
5.59	84	0.4%
9.6	78	0.4%
9.1	78	0.4%
6.3	76	0.4%
6.09	75	0.4%
10.19	74	0.4%
5.5	72	0.4%
6.19	70	0.4%
9.39	69	0.3%
Other values (4436)	18973	96.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.065	1	< 0.1%
-6.03	1	< 0.1%
-6.028333333	1	< 0.1%
-6.01	2	< 0.1%
-6	1	< 0.1%
-5.977777778	1	< 0.1%
-5.933333333	1	< 0.1%
-5.888888889	1	< 0.1%
-5.872222222	1	< 0.1%
-5.861904762	1	< 0.1%

Value	Count	Frequency (%)
28.29	1	< 0.1%
28.236	1	< 0.1%
28.218	1	< 0.1%
28.2	1	< 0.1%
28.15	1	< 0.1%
28.14	1	< 0.1%
28.12	1	< 0.1%
28.11428571	1	< 0.1%
28.04	1	< 0.1%
27.98285714	1	< 0.1%

RH_6
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	9709
Distinct (%)	49.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.60908339

Minimum	1
Maximum	99.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	30.025
median	55.29
Q3	83.22666667
95-th percentile	98.59
Maximum	99.9
Range	98.9
Interquartile range (IQR)	53.20166667

Descriptive statistics

Standard deviation	31.14980588
Coefficient of variation (CV)	0.5704143696
Kurtosis	-1.142064305
Mean	54.60908339
Median Absolute Deviation (MAD)	27.02333333
Skewness	-0.2419612005
Sum	1077710.261
Variance	970.3104061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1452	7.4%
99.9	751	3.8%
92.3	53	0.3%
92.19	38	0.2%
87.69	29	0.1%
98.59	27	0.1%
96.09	26	0.1%
52.5	24	0.1%
97	24	0.1%
96.4	22	0.1%
Other values (9699)	17289	87.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1452	7.4%
1.02	1	< 0.1%
1.033333333	4	< 0.1%
1.04	1	< 0.1%
1.042857143	1	< 0.1%
1.06	1	< 0.1%
1.066666667	6	< 0.1%
1.075	1	< 0.1%
1.096666667	4	< 0.1%
1.1	3	< 0.1%

Value	Count	Frequency (%)
99.9	751	3.8%
99.86666667	3	< 0.1%
99.83333333	4	< 0.1%
99.83	1	< 0.1%
99.8	4	< 0.1%
99.76666667	1	< 0.1%
99.76333333	1	< 0.1%
99.76	1	< 0.1%
99.72666667	3	< 0.1%
99.7175	1	< 0.1%

T7
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1955
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.26710647

Minimum	15.39
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	15.39
5-th percentile	17.00555556
Q1	18.7
median	20.03333333
Q3	21.6
95-th percentile	24.081
Maximum	26
Range	10.61
Interquartile range (IQR)	2.9

Descriptive statistics

Standard deviation	2.109993324
Coefficient of variation (CV)	0.1041092534
Kurtosis	-0.4611646933
Mean	20.26710647
Median Absolute Deviation (MAD)	1.433333333
Skewness	0.2547224169
Sum	399971.3462
Variance	4.452071828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.5	453	2.3%
19.2	450	2.3%
19.29	345	1.7%
19	302	1.5%
18.39	297	1.5%
19.1	289	1.5%
20	288	1.5%
21	288	1.5%
18.6	280	1.4%
21.39	276	1.4%
Other values (1945)	16467	83.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.39	2	< 0.1%
15.39611111	2	< 0.1%
15.40833333	2	< 0.1%
15.41444444	4	< 0.1%
15.42055556	4	< 0.1%
15.42666667	1	< 0.1%
15.47555556	3	< 0.1%
15.48777778	6	< 0.1%
15.5	13	0.1%
15.51111111	1	< 0.1%

Value	Count	Frequency (%)
26	1	< 0.1%
25.96333333	1	< 0.1%
25.92666667	1	< 0.1%
25.89	8	< 0.1%
25.82333333	2	< 0.1%
25.79	4	< 0.1%
25.73	2	< 0.1%
25.7	3	< 0.1%
25.63333333	1	< 0.1%
25.6	4	< 0.1%

RH_7
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5891
Distinct (%)	29.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.38820022

Minimum	23.2
Maximum	51.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	23.2
5-th percentile	27.7
Q1	31.5
median	34.86333333
Q3	39
95-th percentile	44.2
Maximum	51.4
Range	28.2
Interquartile range (IQR)	7.5

Descriptive statistics

Standard deviation	5.11420803
Coefficient of variation (CV)	0.144517325
Kurtosis	-0.544889036
Mean	35.38820022
Median Absolute Deviation (MAD)	3.691904762
Skewness	0.242140829
Sum	698386.1312
Variance	26.15512377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.9	131	0.7%
33.59	118	0.6%
33.7	104	0.5%
30.2	90	0.5%
36.29	86	0.4%
34.59	85	0.4%
34	84	0.4%
31.29	83	0.4%
32.2	82	0.4%
34.4	82	0.4%
Other values (5881)	18790	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23.2	1	< 0.1%
23.23	1	< 0.1%
23.26	1	< 0.1%
23.29	3	< 0.1%
23.32333333	1	< 0.1%
23.39	1	< 0.1%
23.42666667	1	< 0.1%
23.46333333	2	< 0.1%
23.5	4	< 0.1%
23.53333333	1	< 0.1%

Value	Count	Frequency (%)
51.4	1	< 0.1%
51.32777778	1	< 0.1%
51.19777778	1	< 0.1%
51.17555556	1	< 0.1%
51.15111111	1	< 0.1%
51.145	1	< 0.1%
51.14111111	1	< 0.1%
51.13888889	1	< 0.1%
51.09555556	1	< 0.1%
51.08611111	1	< 0.1%

T8
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2228
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.02910672

Minimum	16.30666667
Maximum	27.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	16.30666667
5-th percentile	18.35666667
Q1	20.79
median	22.1
Q3	23.39
95-th percentile	25.1
Maximum	27.23
Range	10.92333333
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	1.956161722
Coefficient of variation (CV)	0.08879895796
Kurtosis	-0.1587417314
Mean	22.02910672
Median Absolute Deviation (MAD)	1.29
Skewness	-0.2561511358
Sum	434744.4212
Variance	3.826568682
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.79	386	2.0%
21.79	301	1.5%
22.7	289	1.5%
23.39	276	1.4%
21.39	275	1.4%
22.5	274	1.4%
21.7	273	1.4%
23.5	270	1.4%
22	263	1.3%
22.29	259	1.3%
Other values (2218)	16869	85.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.30666667	1	< 0.1%
16.36222222	1	< 0.1%
16.36777778	2	< 0.1%
16.37333333	1	< 0.1%
16.38444444	1	< 0.1%
16.39	6	< 0.1%
16.40222222	1	< 0.1%
16.41444444	1	< 0.1%
16.45111111	2	< 0.1%
16.45722222	1	< 0.1%

Value	Count	Frequency (%)
27.23	2	< 0.1%
27.2	2	< 0.1%
27.13333333	2	< 0.1%
27.1	2	< 0.1%
27.06666667	2	< 0.1%
27.05	1	< 0.1%
27.01428571	1	< 0.1%
27	3	< 0.1%
26.956	1	< 0.1%
26.92666667	1	< 0.1%

RH_8
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6649
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.93616537

Minimum	29.6
Maximum	58.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	29.6
5-th percentile	35.2582
Q1	39.06666667
median	42.375
Q3	46.536
95-th percentile	52.06691667
Maximum	58.78
Range	29.18
Interquartile range (IQR)	7.469333333

Descriptive statistics

Standard deviation	5.22436068
Coefficient of variation (CV)	0.1216773933
Kurtosis	-0.4819624321
Mean	42.93616537
Median Absolute Deviation (MAD)	3.651666667
Skewness	0.3080356149
Sum	847345.2236
Variance	27.29394451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.5	95	0.5%
39.29	80	0.4%
39.59	67	0.3%
39.2	65	0.3%
43.7	63	0.3%
38.5	60	0.3%
42.09	59	0.3%
43.9	59	0.3%
40.5	56	0.3%
37.29	56	0.3%
Other values (6639)	19075	96.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29.6	2	< 0.1%
29.675	1	< 0.1%
29.7	1	< 0.1%
29.72666667	1	< 0.1%
29.79	1	< 0.1%
29.82333333	2	< 0.1%
29.85666667	1	< 0.1%
29.89	4	< 0.1%
29.96333333	2	< 0.1%
30	9	< 0.1%

Value	Count	Frequency (%)
58.78	1	< 0.1%
58.74	1	< 0.1%
58.73	1	< 0.1%
58.70277778	1	< 0.1%
58.67555556	1	< 0.1%
58.67222222	1	< 0.1%
58.61555556	1	< 0.1%
58.51	1	< 0.1%
58.46277778	1	< 0.1%
58.46111111	1	< 0.1%

T9
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	924
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.48582816

Minimum	14.89
Maximum	24.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	14.89
5-th percentile	16.39
Q1	18
median	19.39
Q3	20.6
95-th percentile	23.2
Maximum	24.5
Range	9.61
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	2.014712386
Coefficient of variation (CV)	0.1033937264
Kurtosis	-0.3246252857
Mean	19.48582816
Median Absolute Deviation (MAD)	1.29
Skewness	0.382711239
Sum	384552.8187
Variance	4.059065999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.5	487	2.5%
18.2	476	2.4%
20.29	449	2.3%
19.6	443	2.2%
18	422	2.1%
20.79	413	2.1%
20.39	411	2.1%
18.29	408	2.1%
18.5	399	2.0%
19.5	387	2.0%
Other values (914)	15440	78.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.89	10	0.1%
14.96333333	1	< 0.1%
15	40	0.2%
15.025	1	< 0.1%
15.03333333	2	< 0.1%
15.06666667	5	< 0.1%
15.1	44	0.2%
15.13	1	< 0.1%
15.145	1	< 0.1%
15.16	4	< 0.1%

Value	Count	Frequency (%)
24.5	19	0.1%
24.456	1	< 0.1%
24.45285714	1	< 0.1%
24.43714286	1	< 0.1%
24.434	2	< 0.1%
24.42142857	1	< 0.1%
24.40571429	2	< 0.1%
24.39	10	0.1%
24.37571429	1	< 0.1%
24.37	1	< 0.1%

RH_9
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3388
Distinct (%)	17.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.55240075

Minimum	29.16666667
Maximum	53.32666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	29.16666667
5-th percentile	35.7
Q1	38.5
median	40.9
Q3	44.33809524
95-th percentile	49.04692857
Maximum	53.32666667
Range	24.16
Interquartile range (IQR)	5.838095238

Descriptive statistics

Standard deviation	4.151497324
Coefficient of variation (CV)	0.09990992695
Kurtosis	-0.4055401731
Mean	41.55240075
Median Absolute Deviation (MAD)	2.773333333
Skewness	0.3689370433
Sum	820036.6289
Variance	17.23493003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.2	165	0.8%
39.79	159	0.8%
39.7	148	0.7%
38.5	136	0.7%
37.7	127	0.6%
39.59	126	0.6%
39.09	109	0.6%
41.09	107	0.5%
38.9	105	0.5%
40	105	0.5%
Other values (3378)	18448	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
29.16666667	2	< 0.1%
29.2	2	< 0.1%
29.23	1	< 0.1%
29.29	3	< 0.1%
29.35666667	2	< 0.1%
29.42666667	1	< 0.1%
29.445	1	< 0.1%
29.53333333	1	< 0.1%
29.56666667	1	< 0.1%
29.6	1	< 0.1%

Value	Count	Frequency (%)
53.32666667	2	< 0.1%
53.22333333	1	< 0.1%
53.16333333	1	< 0.1%
53.09	2	< 0.1%
53	3	< 0.1%
52.96666667	1	< 0.1%
52.95	1	< 0.1%
52.93333333	1	< 0.1%
52.9	10	0.1%
52.86333333	1	< 0.1%

T_out
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1730
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.411664555

Minimum	-5
Maximum	26.1
Zeros	27
Zeros (%)	0.1%
Negative	1154
Negative (%)	5.8%
Memory size	154.3 KiB

Quantile statistics

Minimum	-5
5-th percentile	-0.3
Q1	3.666666667
median	6.916666667
Q3	10.40833333
95-th percentile	17.1
Maximum	26.1
Range	31.1
Interquartile range (IQR)	6.741666667

Descriptive statistics

Standard deviation	5.317408806
Coefficient of variation (CV)	0.7174378665
Kurtosis	0.3642909585
Mean	7.411664555
Median Absolute Deviation (MAD)	3.383333333
Skewness	0.5342726299
Sum	146269.2
Variance	28.27483641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.8	119	0.6%
9.6	107	0.5%
10.1	105	0.5%
5	105	0.5%
5.5	96	0.5%
6.3	87	0.4%
8.6	85	0.4%
4.6	85	0.4%
2.5	85	0.4%
3	84	0.4%
Other values (1720)	18777	95.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5	1	< 0.1%
-4.988888889	1	< 0.1%
-4.977777778	1	< 0.1%
-4.966666667	1	< 0.1%
-4.955555556	1	< 0.1%
-4.944444444	1	< 0.1%
-4.933333333	1	< 0.1%
-4.922222222	1	< 0.1%
-4.911111111	1	< 0.1%
-4.9	3	< 0.1%

Value	Count	Frequency (%)
26.1	1	< 0.1%
26.03333333	1	< 0.1%
25.96666667	1	< 0.1%
25.9	1	< 0.1%
25.83333333	1	< 0.1%
25.81666667	1	< 0.1%
25.76666667	1	< 0.1%
25.7	1	< 0.1%
25.6	1	< 0.1%
25.53333333	1	< 0.1%

Press_mm_hg
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2189
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	755.522602

Minimum	729.3
Maximum	772.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	729.3
5-th percentile	742.2283333
Q1	750.9333333
median	756.1
Q3	760.9333333
95-th percentile	766.6
Maximum	772.3
Range	43
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.39944066
Coefficient of variation (CV)	0.009793804501
Kurtosis	0.07183088449
Mean	755.522602
Median Absolute Deviation (MAD)	5.033333333
Skewness	-0.4204415182
Sum	14910238.55
Variance	54.75172208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
757.3	142	0.7%
756.2	110	0.6%
764.5	98	0.5%
756.6	97	0.5%
755.8	95	0.5%
752.8	95	0.5%
760.3	94	0.5%
757	93	0.5%
766	85	0.4%
751.3	85	0.4%
Other values (2179)	18741	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
729.3	1	< 0.1%
729.3333333	1	< 0.1%
729.3666667	1	< 0.1%
729.4	1	< 0.1%
729.4333333	1	< 0.1%
729.4666667	1	< 0.1%
729.5	1	< 0.1%
729.5833333	1	< 0.1%
729.7	1	< 0.1%
729.8666667	1	< 0.1%

Value	Count	Frequency (%)
772.3	1	< 0.1%
772.2833333	2	< 0.1%
772.2666667	2	< 0.1%
772.25	2	< 0.1%
772.2333333	2	< 0.1%
772.2166667	2	< 0.1%
772.2	8	< 0.1%
772.1166667	1	< 0.1%
772.1	1	< 0.1%
772.0333333	1	< 0.1%

RH_out
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	566
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	79.75041804

Minimum	24
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	24
5-th percentile	51
Q1	70.33333333
median	83.66666667
Q3	91.66666667
95-th percentile	97
Maximum	100
Range	76
Interquartile range (IQR)	21.33333333

Descriptive statistics

Standard deviation	14.90108756
Coefficient of variation (CV)	0.1868465135
Kurtosis	0.2568594171
Mean	79.75041804
Median Absolute Deviation (MAD)	9.5
Skewness	-0.9229972473
Sum	1573874.5
Variance	222.0424104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95	470	2.4%
92	342	1.7%
88	341	1.7%
91	332	1.7%
93	318	1.6%
94	312	1.6%
97	309	1.6%
96	306	1.6%
89	305	1.5%
90	271	1.4%
Other values (556)	16429	83.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
24	1	< 0.1%
24.5	1	< 0.1%
25	2	< 0.1%
25.16666667	1	< 0.1%
25.33333333	1	< 0.1%
25.5	2	< 0.1%
25.66666667	1	< 0.1%
26	4	< 0.1%
26.16666667	1	< 0.1%
26.33333333	3	< 0.1%

Value	Count	Frequency (%)
100	69	0.3%
99.91666667	1	< 0.1%
99.83333333	22	0.1%
99.75	1	< 0.1%
99.66666667	26	0.1%
99.58333333	1	< 0.1%
99.5	22	0.1%
99.41666667	1	< 0.1%
99.33333333	27	0.1%
99.25	1	< 0.1%

Windspeed
Real number (ℝ_≥0)

Distinct	189
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.03975171

Minimum	0
Maximum	14
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3.666666667
Q3	5.5
95-th percentile	9
Maximum	14
Range	14
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	2.451220606
Coefficient of variation (CV)	0.6067750648
Kurtosis	0.2500295812
Mean	4.03975171
Median Absolute Deviation (MAD)	1.666666667
Skewness	0.8599821006
Sum	79724.5
Variance	6.008482458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2133	10.8%
2	2007	10.2%
3	1707	8.6%
4	1594	8.1%
5	1084	5.5%
6	872	4.4%
7	502	2.5%
8	415	2.1%
2.333333333	380	1.9%
2.666666667	379	1.9%
Other values (179)	8662	43.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.1666666667	9	< 0.1%
0.3333333333	11	0.1%
0.5	9	< 0.1%
0.6666666667	12	0.1%
0.8333333333	9	< 0.1%
1	2133	10.8%
1.055555556	1	< 0.1%
1.083333333	1	< 0.1%
1.111111111	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
13.5	1	< 0.1%
13	28	0.1%
12.83333333	2	< 0.1%
12.66666667	4	< 0.1%
12.5	3	< 0.1%
12.33333333	4	< 0.1%
12.16666667	2	< 0.1%
12	28	0.1%
11.83333333	9	< 0.1%

Visibility
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	413
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.33083354

Minimum	1
Maximum	66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	1
5-th percentile	21.66666667
Q1	29
median	40
Q3	40
95-th percentile	62.66666667
Maximum	66
Range	65
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.79471876
Coefficient of variation (CV)	0.3077083817
Kurtosis	0.1658183802
Mean	38.33083354
Median Absolute Deviation (MAD)	6.5
Skewness	0.4415544618
Sum	756459
Variance	139.1153906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	7224	36.6%
29	449	2.3%
36.33333333	257	1.3%
23	247	1.3%
28	245	1.2%
32.66666667	241	1.2%
34.5	240	1.2%
30.83333333	237	1.2%
38.16666667	236	1.2%
62	236	1.2%
Other values (403)	10123	51.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	10	0.1%
1.166666667	1	< 0.1%
1.333333333	2	< 0.1%
1.5	1	< 0.1%
1.666666667	2	< 0.1%
1.833333333	1	< 0.1%
2	9	< 0.1%
2.166666667	2	< 0.1%
2.333333333	3	< 0.1%
2.5	1	< 0.1%

Value	Count	Frequency (%)
66	7	< 0.1%
65	161	0.8%
64.83333333	21	0.1%
64.66666667	36	0.2%
64.5	26	0.1%
64.33333333	40	0.2%
64.16666667	21	0.1%
64	218	1.1%
63.83333333	25	0.1%
63.66666667	59	0.3%

Tdewpoint
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1409
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.760706866

Minimum	-6.6
Maximum	15.5
Zeros	123
Zeros (%)	0.6%
Negative	3237
Negative (%)	16.4%
Memory size	154.3 KiB

Quantile statistics

Minimum	-6.6
5-th percentile	-3.1
Q1	0.9
median	3.433333333
Q3	6.566666667
95-th percentile	11.23333333
Maximum	15.5
Range	22.1
Interquartile range (IQR)	5.666666667

Descriptive statistics

Standard deviation	4.194647835
Coefficient of variation (CV)	1.11538814
Kurtosis	-0.1245188007
Mean	3.760706866
Median Absolute Deviation (MAD)	2.766666667
Skewness	0.2393740766
Sum	74217.55
Variance	17.59507046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	123	0.6%
1.4	110	0.6%
2.1	108	0.5%
2.9	98	0.5%
2	95	0.5%
1.6	94	0.5%
3.4	92	0.5%
2.8	91	0.5%
3.1	89	0.5%
2.2	89	0.5%
Other values (1399)	18746	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.6	1	< 0.1%
-6.55	1	< 0.1%
-6.516666667	1	< 0.1%
-6.5	2	< 0.1%
-6.483333333	2	< 0.1%
-6.466666667	2	< 0.1%
-6.45	3	< 0.1%
-6.433333333	3	< 0.1%
-6.416666667	2	< 0.1%
-6.4	3	< 0.1%

Value	Count	Frequency (%)
15.5	1	< 0.1%
15.4	1	< 0.1%
15.31666667	1	< 0.1%
15.3	1	< 0.1%
15.2	2	< 0.1%
15.13333333	1	< 0.1%
15.11666667	1	< 0.1%
15.1	2	< 0.1%
15.05	1	< 0.1%
15.03333333	1	< 0.1%

rv2
Real number (ℝ_≥0)

UNIQUE

Distinct	19735
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.98803349

Minimum	0.005321681965
Maximum	49.99652968
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	0.005321681965
5-th percentile	2.433625059
Q1	12.49788908
median	24.89765282
Q3	37.5837694
95-th percentile	47.53356841
Maximum	49.99652968
Range	49.991208
Interquartile range (IQR)	25.08588033

Descriptive statistics

Standard deviation	14.49663386
Coefficient of variation (CV)	0.580143046
Kurtosis	-1.205696865
Mean	24.98803349
Median Absolute Deviation (MAD)	12.54507325
Skewness	0.004944595412
Sum	493138.8408
Variance	210.1523933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.6458925	1	< 0.1%
5.302278523	1	< 0.1%
48.67390179	1	< 0.1%
24.69369182	1	< 0.1%
1.997937227	1	< 0.1%
41.27546179	1	< 0.1%
7.636968442	1	< 0.1%
41.18765974	1	< 0.1%
19.68422858	1	< 0.1%
14.50867587	1	< 0.1%
Other values (19725)	19725	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.005321681965	1	< 0.1%
0.006032793317	1	< 0.1%
0.0100190402	1	< 0.1%
0.01353875268	1	< 0.1%
0.01398874447	1	< 0.1%
0.01489714487	1	< 0.1%
0.02141083824	1	< 0.1%
0.02852610778	1	< 0.1%
0.02972075017	1	< 0.1%
0.03026330378	1	< 0.1%

Value	Count	Frequency (%)
49.99652968	1	< 0.1%
49.99317296	1	< 0.1%
49.99275807	1	< 0.1%
49.99101075	1	< 0.1%
49.9816739	1	< 0.1%
49.98166731	1	< 0.1%
49.97277026	1	< 0.1%
49.97212789	1	< 0.1%
49.96198707	1	< 0.1%
49.96114949	1	< 0.1%

total_load
Real number (ℝ_≥0)

Distinct	91
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.496833

Minimum	10
Maximum	1110
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	154.3 KiB

Quantile statistics

Minimum	10
5-th percentile	30
Q1	50
median	60
Q3	100
95-th percentile	330
Maximum	1110
Range	1100
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	104.3808289
Coefficient of variation (CV)	1.028414638
Kurtosis	13.13648121
Mean	101.496833
Median Absolute Deviation (MAD)	20
Skewness	3.302997576
Sum	2003040
Variance	10895.35743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	4160	21.1%
60	2956	15.0%
40	1866	9.5%
70	1487	7.5%
80	1337	6.8%
90	1144	5.8%
100	973	4.9%
110	782	4.0%
30	675	3.4%
120	621	3.1%
Other values (81)	3734	18.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	8	< 0.1%
20	327	1.7%
30	675	3.4%
40	1866	9.5%
50	4160	21.1%
60	2956	15.0%
70	1487	7.5%
80	1337	6.8%
90	1144	5.8%
100	973	4.9%

Value	Count	Frequency (%)
1110	1	< 0.1%
1100	1	< 0.1%
910	2	< 0.1%
900	1	< 0.1%
890	1	< 0.1%
870	2	< 0.1%
860	1	< 0.1%
850	1	< 0.1%
840	2	< 0.1%
820	2	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	date	T1	RH_1	T2	RH_2	T3	RH_3	T4	RH_4	T5	RH_5	T6	RH_6	T7	RH_7	T8	RH_8	T9	RH_9	T_out	Press_mm_hg	RH_out	Windspeed	Visibility	Tdewpoint	rv2	total_load
0	2016-01-11 17:00:00	19.890000	47.596667	19.20	44.790000	19.79	44.730000	19.000000	45.566667	17.166667	55.200000	7.026667	84.256667	17.200000	41.626667	18.2	48.900000	17.033333	45.53	6.600000	733.500000	92.000000	7.000000	63.000000	5.300000	13.275433	90
1	2016-01-11 17:10:00	19.890000	46.693333	19.20	44.722500	19.79	44.790000	19.000000	45.992500	17.166667	55.200000	6.833333	84.063333	17.200000	41.560000	18.2	48.863333	17.066667	45.56	6.483333	733.600000	92.000000	6.666667	59.166667	5.200000	18.606195	90
2	2016-01-11 17:20:00	19.890000	46.300000	19.20	44.626667	19.79	44.933333	18.926667	45.890000	17.166667	55.090000	6.560000	83.156667	17.200000	41.433333	18.2	48.730000	17.000000	45.50	6.366667	733.700000	92.000000	6.333333	55.333333	5.100000	28.642668	80
3	2016-01-11 17:30:00	19.890000	46.066667	19.20	44.590000	19.79	45.000000	18.890000	45.723333	17.166667	55.090000	6.433333	83.423333	17.133333	41.290000	18.1	48.590000	17.000000	45.40	6.250000	733.800000	92.000000	6.000000	51.500000	5.000000	45.410389	90
4	2016-01-11 17:40:00	19.890000	46.333333	19.20	44.530000	19.79	45.000000	18.890000	45.530000	17.200000	55.090000	6.366667	84.893333	17.200000	41.230000	18.1	48.590000	17.000000	45.40	6.133333	733.900000	92.000000	5.666667	47.666667	4.900000	10.084097	100
5	2016-01-11 17:50:00	19.890000	46.026667	19.20	44.500000	19.79	44.933333	18.890000	45.730000	17.133333	55.030000	6.300000	85.766667	17.133333	41.260000	18.1	48.590000	17.000000	45.29	6.016667	734.000000	92.000000	5.333333	43.833333	4.800000	44.919484	90
6	2016-01-11 18:00:00	19.890000	45.766667	19.20	44.500000	19.79	44.900000	18.890000	45.790000	17.100000	54.966667	6.263333	86.090000	17.133333	41.200000	18.1	48.590000	17.000000	45.29	5.900000	734.100000	92.000000	5.000000	40.000000	4.700000	47.233763	110
7	2016-01-11 18:10:00	19.856667	45.560000	19.20	44.500000	19.73	44.900000	18.890000	45.863333	17.100000	54.900000	6.190000	86.423333	17.100000	41.200000	18.1	48.590000	17.000000	45.29	5.916667	734.166667	91.833333	5.166667	40.000000	4.683333	33.039890	110
8	2016-01-11 18:20:00	19.790000	45.597500	19.20	44.433333	19.73	44.790000	18.890000	45.790000	17.166667	55.000000	6.123333	87.226667	17.166667	41.400000	18.1	48.590000	17.000000	45.29	5.933333	734.233333	91.666667	5.333333	40.000000	4.666667	31.455702	100
9	2016-01-11 18:30:00	19.856667	46.090000	19.23	44.400000	19.79	44.863333	18.890000	46.096667	17.100000	55.000000	6.190000	87.626667	17.200000	41.500000	18.1	48.590000	17.000000	45.29	5.950000	734.300000	91.500000	5.500000	40.000000	4.650000	3.089314	110

Last rows

	date	T1	RH_1	T2	RH_2	T3	RH_3	T4	RH_4	T5	RH_5	T6	RH_6	T7	RH_7	T8	RH_8	T9	RH_9	T_out	Press_mm_hg	RH_out	Windspeed	Visibility	Tdewpoint	rv2	total_load
19725	2016-05-27 16:30:00	25.426667	46.060000	26.000000	41.700000	28.000000	40.760000	24.7	45.400000	23.20	52.060000	26.530000	1.0	24.390000	44.368571	24.356667	51.333333	23.2	46.700000	22.900000	755.35	55.000000	2.500000	22.500000	13.300000	23.009520	220
19726	2016-05-27 16:40:00	25.500000	46.530000	26.000000	41.725714	27.856667	40.500000	24.7	45.500000	23.20	52.000000	26.293333	1.0	24.500000	44.634000	24.434000	51.632000	23.2	46.652857	22.933333	755.30	55.000000	2.666667	22.333333	13.333333	25.296732	180
19727	2016-05-27 16:50:00	25.500000	47.456667	26.000000	42.320000	27.663333	40.693333	24.7	45.560000	23.20	52.126667	25.833333	1.0	24.468571	44.668571	24.540000	51.500000	23.2	46.718000	22.966667	755.25	55.000000	2.833333	22.166667	13.366667	1.796395	120
19728	2016-05-27 17:00:00	25.600000	47.193333	25.968571	42.528571	27.390000	41.030000	24.7	45.626667	23.20	52.260000	25.963333	1.0	24.500000	44.718000	24.600000	50.863333	23.2	46.751429	23.000000	755.20	55.000000	3.000000	22.000000	13.400000	18.248201	110
19729	2016-05-27 17:10:00	25.533333	46.860000	25.978000	42.534000	27.323333	41.090000	24.7	45.626667	23.20	52.326667	25.630000	1.0	24.500000	44.764286	24.666667	50.445000	23.2	46.745000	22.866667	755.20	55.333333	3.166667	22.833333	13.366667	16.966162	90
19730	2016-05-27 17:20:00	25.566667	46.560000	25.890000	42.025714	27.200000	41.163333	24.7	45.590000	23.20	52.400000	24.796667	1.0	24.500000	44.500000	24.700000	50.074000	23.2	46.790000	22.733333	755.20	55.666667	3.333333	23.666667	13.333333	43.096812	100
19731	2016-05-27 17:30:00	25.500000	46.500000	25.754000	42.080000	27.133333	41.223333	24.7	45.590000	23.23	52.326667	24.196667	1.0	24.557143	44.414286	24.700000	49.790000	23.2	46.790000	22.600000	755.20	56.000000	3.500000	24.500000	13.300000	49.282940	90
19732	2016-05-27 17:40:00	25.500000	46.596667	25.628571	42.768571	27.050000	41.690000	24.7	45.730000	23.23	52.266667	23.626667	1.0	24.540000	44.400000	24.700000	49.660000	23.2	46.790000	22.466667	755.20	56.333333	3.666667	25.333333	13.266667	29.199117	280
19733	2016-05-27 17:50:00	25.500000	46.990000	25.414000	43.036000	26.890000	41.290000	24.7	45.790000	23.20	52.200000	22.433333	1.0	24.500000	44.295714	24.662500	49.518750	23.2	46.817500	22.333333	755.20	56.666667	3.833333	26.166667	13.233333	6.322784	430
19734	2016-05-27 18:00:00	25.500000	46.600000	25.264286	42.971429	26.823333	41.156667	24.7	45.963333	23.20	52.200000	21.026667	1.0	24.500000	44.054000	24.736000	49.736000	23.2	46.845000	22.200000	755.20	57.000000	4.000000	27.000000	13.200000	34.118851	440

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows